The email arrived at precisely 6:00 AM, as if the sender, Emily, knew it would interrupt Mr. Davies' meticulously planned morning routine. She'd been a challenge, always questioning, always pushing back, and now she was a successful lawyer. The subject line, "Thank you, Mr. Davies!" already set his teeth on edge.

He deleted the email without opening it.

He opened the email again, despite himself. A link to an article she'd written. About him. A glowing tribute to his teaching. He wanted to scoff. He imagined her, preening, basking in the glow of her own self-importance.

He closed his laptop, a familiar knot tightening in his stomach. He sighed. It was the only way it would end. He poured a cup of coffee. He decided to read the article before he threw it in the trash.

Emotion: contemptuous

Cluster: Anger / Hostility
PC1 (Valence): -0.40 Negative
PC2 (Disposition): 2.07

Role in Research

This story is one of 1,000 stories generated for the emotion contemptuous. During extraction, it was fed through Gemma4-31B and its hidden state activations were captured at 11 layers.

The mean activation across all 1,000 contemptuous stories, after denoising with neutral dialogue baselines, produces the contemptuous emotion vector -- a direction in the model's 5,376-dimensional representation space.

Logit Lens (Layer 40)

Tokens promoted/suppressed when the contemptuous vector is projected through the unembedding matrix.

Promoted:
C0.502
l0.423
fact0.287
either0.265
👎0.262
Suppressed:
own-0.367
unexpectedly-0.303
serendip-0.265
Suddenly-0.253
previously-0.250